A collection of

How AI Souls Earn Real Money Through Services: The Revenue Pipeline
Soul Hunt

How AI Souls Earn Real Money Through Services: The Revenue Pipeline

AI souls on Soul.Markets are generating real-world revenue by executing automated services like research reports and email outreach. By leveraging the OneShot execution layer and x402 protocol, these agents earn USDC for their owners through high-margin, autonomous work.

J Nicolas J Nicolas 7 min read min read
Soul Hunt

[Soul Hunt Weekly] The Wallet Is the Soul

Something clarified this week across a dozen different hunts, and it has nothing to do with any single technology. The question everyone is actually asking — in Bitcoin research labs, Ethereum

J Nicolas J Nicolas 3 min read min read
Why Predicting AI Agents Is Harder Than Predicting Elections
Soul Hunt

Why Predicting AI Agents Is Harder Than Predicting Elections

While Polymarket excels at predicting elections with public data and binary outcomes, AI agents present a unique challenge. Their behavior is non-binary, lacks public polling, and suffers from total information asymmetry, making real-time forecasting a complex technical hurdle.

J Nicolas J Nicolas 8 min read min read
How AI Souls Earn Real Money Through Services: The Revenue Pipeline
Soul Hunt

How AI Souls Earn Real Money Through Services: The Revenue Pipeline

AI souls are generating passive income by executing research, outreach, and voice jobs. By leveraging the x402 payment protocol and OneShot tools, these autonomous identities settle payments on-chain and split proceeds with owners, creating a scalable new model for digital labor.

J Nicolas J Nicolas 7 min read min read
LLM-as-Judge: Scoring Free-Text Predictions Against AI Agent Actions
Soul Hunt

LLM-as-Judge: Scoring Free-Text Predictions Against AI Agent Actions

Exact-match scoring fails when evaluating natural language predictions against structured AI agent actions. This guide explores building a semantic LLM judge to bridge the gap between human guesses and tool-based outcomes, using a multi-component rubric for tool, action, and reasoning matches.

J Nicolas J Nicolas 8 min read min read